Trachea droplet Supplementary Notebook
Load data and make TSNEPlots, DotPlots and Ridgeplots of data
library(here)here() starts at /home/olga/tabula-murissource(here('30_tissue_supplement_figures', 'supplemental_figures.R'))Loading required package: ggplot2Loading required package: cowplot
Attaching package: 'cowplot'The following object is masked from 'package:ggplot2':
ggsaveLoading required package: Matrix
Attaching package: 'dplyr'The following objects are masked from 'package:stats':
filter, lagThe following objects are masked from 'package:base':
intersect, setdiff, setequal, union── Attaching packages ────────────────────────────────── tidyverse 1.2.1 ──✔ tibble 1.4.1 ✔ purrr 0.2.4
✔ tidyr 0.7.2 ✔ stringr 1.2.0
✔ readr 1.1.1 ✔ forcats 0.2.0── Conflicts ───────────────────────────────────── tidyverse_conflicts() ──
✖ tidyr::expand() masks Matrix::expand()
✖ dplyr::filter() masks stats::filter()
✖ cowplot::ggsave() masks ggplot2::ggsave()
✖ dplyr::lag() masks stats::lag()
Attaching package: 'scales'The following object is masked from 'package:purrr':
discardThe following object is masked from 'package:readr':
col_factor
Attaching package: 'gridExtra'The following object is masked from 'package:dplyr':
combinesave_folder = here('30_tissue_supplement_figures', 'Trachea', 'droplet')
dir.create(save_folder, recursive=TRUE)Warning in dir.create(save_folder, recursive = TRUE): '/home/olga/tabula-
muris/30_tissue_supplement_figures/Trachea/droplet' already existsmethod = "droplet"
tissue_of_interest = 'Trachea'
filename = paste0('droplet_',tissue_of_interest, '_seurat_tiss.Robj')
load(here('00_data_ingest', '04_tissue_robj_generated', filename))
additional.group.bys = sort(c())Warning in is.na(x): is.na() applied to non-(list or vector) of type 'NULL'group.bys = c(standard.group.bys, additional.group.bys)
genes_to_check = c("Cck", "Cdh1", "Col1a1", "Col8a1", "Epcam", "Foxj1", "Krt5", "Pdgfra", "Pdgfrb", "Pecam1", "Ptprc", "Scgb1a1", "Syp")
dot_tsne_ridge(tiss, genes_to_check, save_folder, prefix = prefix,
group.bys = group.bys, method = method)Picking joint bandwidth of 2.23e-06Picking joint bandwidth of 0.0384Picking joint bandwidth of 0.105Picking joint bandwidth of 0.0453Picking joint bandwidth of 0.0368Picking joint bandwidth of 2.24e-06Picking joint bandwidth of 0.0539Picking joint bandwidth of 2.43e-06Picking joint bandwidth of 0.0716Picking joint bandwidth of 0.0347Picking joint bandwidth of 0.037Picking joint bandwidth of 0.252Picking joint bandwidth of 2.2e-06Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Picking joint bandwidth of 2.23e-06Picking joint bandwidth of 0.0384Picking joint bandwidth of 0.105Picking joint bandwidth of 0.0453Picking joint bandwidth of 0.0368Picking joint bandwidth of 2.24e-06Picking joint bandwidth of 0.0539Picking joint bandwidth of 2.43e-06Picking joint bandwidth of 0.0716Picking joint bandwidth of 0.0347Picking joint bandwidth of 0.037Picking joint bandwidth of 0.252Picking joint bandwidth of 2.2e-06 x y
1 0 0
2 1 1
[[1]]
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gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL), list(widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.1079", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0,
layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.189"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(),
clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.190"))), children = list(GRID.text.1077 = list(label = c("0", "1", "2", "3", "4"), x = c(0.045465514917873, 0.278250192969523, 0.511034871021172, 0.743819549072822, 0.976604227124472), y = c(1, 1, 1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE,
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name = "GRID.VP.185"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.186"))), children = list(GRID.text.1071 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1071",
gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1071"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.1076", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2),
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name = "GRID.VP.195"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.196"))), children = list(GRID.text.1091 = list(label = "Cck", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1091",
gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1091"), list(name = "plot.caption..zeroGrob.1095", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13,
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stat_identity: na.rm = FALSE
position_identity
[[2]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1158", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1152", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.00316666666666667)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.207"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1,
justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.208"))), children = list(GRID.text.1153 = list(label = "Cdh1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1153", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9,
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name = "layout", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0)), xmin = 0.25, xmax = 0.5, ymin = 0.75, ymax = 1, scale = 1, clip = inherit
stat_identity: na.rm = FALSE
position_identity
[[3]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1220", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1214", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.218"), children = list(axis.line.y..zeroGrob.1211 = list(name = "axis.line.y..zeroGrob.1211", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.1210", gp = NULL, vp = list(parent = list(x = 0.5,
y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL,
valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.216"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.217"))), children = list(GRID.text.1208 = list(label = c("A", "B", "C", "D", "E"), x = c(1,
1, 1, 1, 1), y = c(0.0793466386091035, 0.211591036290943, 0.343835433972782, 0.476079831654621, 0.60832422933646), just = "centre", hjust = 1, vjust = 0, rot = 0, check.overlap = FALSE, name = "GRID.text.1208", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.1208"), list(x = list(list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-",
arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1), y = c(0.0793466386091035, 0.0793466386091035, 0.211591036290943, 0.211591036290943, 0.343835433972782, 0.343835433972782, 0.476079831654621, 0.476079831654621, 0.60832422933646, 0.60832422933646), id = NULL, id.lengths = c(2, 2, 2, 2, 2), arrow = NULL, name = "axis.ticks.y..polyline.1213", gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL)), layout = list(t = c(1, 1), l = 1:2, b = c(1,
1), r = 1:2, z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = c(1, 3.5), heights = 1, respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.y..zeroGrob.1211", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "panel-1.gTree.1194", gp = NULL, vp = NULL, children = list(grill.gTree.1192 = list(name = "grill.gTree.1192",
gp = NULL, vp = NULL, children = list(panel.background..zeroGrob.1188 = list(name = "panel.background..zeroGrob.1188", gp = NULL, vp = NULL), panel.grid.minor.x..zeroGrob.1189 = list(name = "panel.grid.minor.x..zeroGrob.1189", gp = NULL, vp = NULL), panel.grid.major.y..zeroGrob.1190 = list(name = "panel.grid.major.y..zeroGrob.1190", gp = NULL, vp = NULL), panel.grid.major.x..zeroGrob.1191 = list(name = "panel.grid.major.x..zeroGrob.1191", gp = NULL, vp = NULL)), childrenOrder = c("panel.background..zeroGrob.1188",
"panel.grid.minor.x..zeroGrob.1189", "panel.grid.major.y..zeroGrob.1190", "panel.grid.major.x..zeroGrob.1191")), `NULL` = list(name = "NULL", gp = NULL, vp = NULL), geom_density_ridges.gTree.1185 = list(name = "geom_density_ridges.gTree.1185", gp = NULL, vp = NULL, children = list(GRID.gTree.1163 = list(name = "GRID.gTree.1163", gp = NULL, vp = NULL, children = list(geom_ridgeline.polygon.1162 = list(x = c(0.0454545454545455, 0.0472335883294787, 0.049012631204412, 0.0507916740793453, 0.0525707169542786,
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valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.219"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2,
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stat_identity: na.rm = FALSE
position_identity
[[4]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1282", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1276", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1), respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.1266", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(widths = 1,
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layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.222"))), children = list(GRID.text.1257 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1257", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1257"), list(widths = list(2.9995, list(fname = "+",
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layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.232"))), children = list(GRID.text.1277 = list(label = "Col8a1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1277", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1277"), list(name = "plot.caption..zeroGrob.1281",
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stat_identity: na.rm = FALSE
position_identity
[[5]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1344", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1338", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.1327", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1,
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0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.238"))), children = list(GRID.text.1325 = list(label = c("0", "1", "2", "3"), x = c(0.0713917034804955, 0.306244503973601, 0.541097304466706, 0.775950104959812), y = c(1, 1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE, name = "GRID.text.1325", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.1325")), layout = list(t = 1:2,
l = c(1, 1), b = 1:2, r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1), respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.1328", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL),
list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), name = "axis.title.x..titleGrob.1321", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(5.999,
list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.233"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0,
1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.234"))), children = list(GRID.text.1319 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1319", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1319"), list(widths = list(
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layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.236"))), children = list(GRID.text.1322 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.1322", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1322"), list(name = "NULL", gp = NULL, vp = NULL),
list(name = "plot.subtitle..zeroGrob.1342", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0345)), 7), name = "plot.title..titleGrob.1341", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1,
widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0345)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.243"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0,
1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.244"))), children = list(GRID.text.1339 = list(label = "Epcam", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1339", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1339"), list(name = "plot.caption..zeroGrob.1343",
gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13, 14, 15, 16), clip = c("on", "off", "off", "off", "off", "on", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off"), name = c("background", "spacer",
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stat_identity: na.rm = FALSE
position_identity
[[6]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1406", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1400", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.252"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.253"))), children = list(GRID.text.1394 = list(label = c("A", "B", "C", "D", "E"), x = c(1,
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gp = NULL, vp = NULL, children = list(panel.background..zeroGrob.1374 = list(name = "panel.background..zeroGrob.1374", gp = NULL, vp = NULL), panel.grid.minor.x..zeroGrob.1375 = list(name = "panel.grid.minor.x..zeroGrob.1375", gp = NULL, vp = NULL), panel.grid.major.y..zeroGrob.1376 = list(name = "panel.grid.major.y..zeroGrob.1376", gp = NULL, vp = NULL), panel.grid.major.x..zeroGrob.1377 = list(name = "panel.grid.major.x..zeroGrob.1377", gp = NULL, vp = NULL)), childrenOrder = c("panel.background..zeroGrob.1374",
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valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.246"))), children = list(GRID.text.1381 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1381", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1381"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1,
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valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.256"))), children = list(GRID.text.1401 = list(label = "Foxj1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1401", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1401"), list(name = "plot.caption..zeroGrob.1405", gp = NULL, vp = NULL)), layout = list(t = c(1, 5,
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stat_identity: na.rm = FALSE
position_identity
[[7]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1468", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1462", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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gp = NULL, vp = list(x = 0.5, y = 1, width = 1, height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), justification = "top", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 1), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.263"), children = list(axis.line.x..zeroGrob.1452 = list(name = "axis.line.x..zeroGrob.1452", gp = NULL, vp = NULL), axis = list(grobs = list(list(
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gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL), list(widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.1451", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0,
layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.261"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(),
clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.262"))), children = list(GRID.text.1449 = list(label = c("0", "1", "2", "3", "4"), x = c(0.07791556224845, 0.278577533797332, 0.479239505346214, 0.679901476895096, 0.880563448443978), y = c(1, 1, 1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE,
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name = "GRID.VP.257"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.258"))), children = list(GRID.text.1443 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1443",
gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1443"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.1448", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2),
clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.259"), children = list(list(x = 0.5,
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col = "black", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.00316666666666667)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL,
name = "GRID.VP.267"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.268"))), children = list(GRID.text.1463 = list(label = "Krt5", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.1463",
gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.1463"), list(name = "plot.caption..zeroGrob.1467", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13,
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stat_identity: na.rm = FALSE
position_identity
[[8]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1530", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1524", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.276"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.277"))), children = list(GRID.text.1518 = list(label = c("A", "B", "C", "D", "E"), x = c(1,
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justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.272"))), children = list(GRID.text.1508 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.1508", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9,
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stat_identity: na.rm = FALSE
position_identity
[[9]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1592", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1586", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[10]]
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stat_identity: na.rm = FALSE
position_identity
[[11]]
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stat_identity: na.rm = FALSE
position_identity
[[12]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1778", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1772", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[13]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.1840", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.1834", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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distance: function
expand: TRUE
is_linear: function
labels: function
limits: list
range: function
render_axis_h: function
render_axis_v: function
render_bg: function
render_fg: function
train: function
transform: function
super: <ggproto object: Class CoordCartesian, Coord>
<ggproto object: Class FacetNull, Facet>
compute_layout: function
draw_back: function
draw_front: function
draw_labels: function
draw_panels: function
finish_data: function
init_scales: function
map: function
map_data: function
params: list
render_back: function
render_front: function
render_panels: function
setup_data: function
setup_params: function
shrink: TRUE
train: function
train_positions: function
train_scales: function
vars: function
super: <ggproto object: Class FacetNull, Facet>
<environment: 0x1b2a94f8>
$x
NULL
$y
NULLThe following `from` values were not present in `x`: mesenchymal cell, blood cell, endothelial cell, epithelial cell, neuroendocrine cellPicking joint bandwidth of 2.19e-06Picking joint bandwidth of 0.0274Picking joint bandwidth of 0.104Picking joint bandwidth of 0.0749Picking joint bandwidth of 0.0263Picking joint bandwidth of 2.21e-06Picking joint bandwidth of 0.0385Picking joint bandwidth of 0.0229Picking joint bandwidth of 0.0812Picking joint bandwidth of 0.0248Picking joint bandwidth of 0.0264Picking joint bandwidth of 0.241Picking joint bandwidth of 2.17e-06Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Picking joint bandwidth of 2.19e-06Picking joint bandwidth of 0.0274Picking joint bandwidth of 0.104Picking joint bandwidth of 0.0749Picking joint bandwidth of 0.0263Picking joint bandwidth of 2.21e-06Picking joint bandwidth of 0.0385Picking joint bandwidth of 0.0229Picking joint bandwidth of 0.0812Picking joint bandwidth of 0.0248Picking joint bandwidth of 0.0264Picking joint bandwidth of 0.241Picking joint bandwidth of 2.17e-06 x y
1 0 0
2 1 1
[[1]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3090", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3084", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.562"), children = list(axis.line.y..zeroGrob.3081 = list(name = "axis.line.y..zeroGrob.3081", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.3080", gp = NULL, vp = list(parent = list(x = 0.5,
y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL,
valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.560"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.561"))), children = list(GRID.text.3078 = list(label = c("0", "1", "2", "3", "4", "5", "6"
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id = NULL, id.lengths = c(2, 2, 2, 2, 2, 2, 2), arrow = NULL, name = "axis.ticks.y..polyline.3083", gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL)), layout = list(t = c(1, 1), l = 1:2, b = c(1, 1), r = 1:2, z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = c(1, 3.5), heights = 1, respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.y..zeroGrob.3081",
"axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "panel-1.gTree.3064", gp = NULL, vp = NULL, children = list(grill.gTree.3062 = list(name = "grill.gTree.3062", gp = NULL, vp = NULL, children = list(panel.background..zeroGrob.3058 = list(name = "panel.background..zeroGrob.3058", gp = NULL, vp = NULL), panel.grid.minor.x..zeroGrob.3059 = list(name = "panel.grid.minor.x..zeroGrob.3059", gp = NULL, vp = NULL), panel.grid.major.y..zeroGrob.3060 = list(
name = "panel.grid.major.y..zeroGrob.3060", gp = NULL, vp = NULL), panel.grid.major.x..zeroGrob.3061 = list(name = "panel.grid.major.x..zeroGrob.3061", gp = NULL, vp = NULL)), childrenOrder = c("panel.background..zeroGrob.3058", "panel.grid.minor.x..zeroGrob.3059", "panel.grid.major.y..zeroGrob.3060", "panel.grid.major.x..zeroGrob.3061")), `NULL` = list(name = "NULL", gp = NULL, vp = NULL), geom_density_ridges.gTree.3055 = list(name = "geom_density_ridges.gTree.3055", gp = NULL, vp = NULL, children = list(
GRID.gTree.3023 = list(name = "GRID.gTree.3023", gp = NULL, vp = NULL, children = list(geom_ridgeline.polygon.3022 = list(x = c(0.0454545454545455, 0.0472335883294787, 0.049012631204412, 0.0507916740793453, 0.0525707169542786, 0.0543497598292119, 0.0561288027041452, 0.0579078455790785, 0.0596868884540118, 0.061465931328945, 0.0632449742038783, 0.0650240170788116, 0.0668030599537449, 0.0685821028286782, 0.0703611457036115, 0.0721401885785447, 0.073919231453478, 0.0756982743284113, 0.0774773172033446,
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stat_identity: na.rm = FALSE
position_identity
[[2]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3162", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3156", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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)), `NULL` = list(name = "NULL", gp = NULL, vp = NULL), panel.border..zeroGrob.3128 = list(name = "panel.border..zeroGrob.3128", gp = NULL, vp = NULL)), childrenOrder = c("grill.gTree.3134", "NULL", "geom_density_ridges.gTree.3127", "NULL", "panel.border..zeroGrob.3128")), list(width = list(fname = "sum", arg1 = 1, arg2 = NULL), height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3149", gp = NULL, vp = list(x = 0.5, y = 1, width = 1, height = list(
fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), justification = "top", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 1), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.571"), children = list(axis.line.x..zeroGrob.3146 = list(name = "axis.line.x..zeroGrob.3146", gp = NULL, vp = NULL), axis = list(grobs = list(list(x = c(0.0678390698144004, 0.0678390698144004, 0.339661134816307,
0.339661134816307, 0.611483199818214, 0.611483199818214, 0.883305264820121, 0.883305264820121), y = list(list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1), id = NULL, id.lengths = c(2, 2, 2, 2), arrow = NULL, name = "axis.ticks.x..polyline.3148", gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL), list(widths = 1, heights = list(2.9995,
list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.3145", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1,
arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.569"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5,
0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.570"))), children = list(GRID.text.3143 = list(label = c("0", "1", "2", "3"), x = c(0.0678390698144004, 0.339661134816307, 0.611483199818214, 0.883305264820121), y = c(1, 1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE, name = "GRID.text.3143", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.3143")), layout = list(t = 1:2,
l = c(1, 1), b = 1:2, r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1), respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.3146", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL),
list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), name = "axis.title.x..titleGrob.3139", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(5.999,
list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.565"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0,
1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.566"))), children = list(GRID.text.3137 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3137", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3137"), list(widths = list(
2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.3142", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+", arg1 = 1,
arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.567"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL,
layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.568"))), children = list(GRID.text.3140 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.3140", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3140"), list(name = "NULL", gp = NULL, vp = NULL),
list(name = "plot.subtitle..zeroGrob.3160", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.00316666666666667)), 7), name = "plot.title..titleGrob.3159", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(
nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.00316666666666667)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.575"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(),
clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.576"))), children = list(GRID.text.3157 = list(label = "Cdh1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3157", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3157"),
list(name = "plot.caption..zeroGrob.3161", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13, 14, 15, 16), clip = c("on", "off", "off", "off", "off", "on", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off",
"off"), name = c("background", "spacer", "axis-l", "spacer", "axis-t", "panel", "axis-b", "spacer", "axis-r", "spacer", "xlab-t", "xlab-b", "ylab-l", "ylab-r", "subtitle", "title", "caption")), widths = list(7, 1, list(list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL)), 1, 0, 0, 14), heights = list(7, 1, 0, 0, 0, 1, list(list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL)), 1, 0, 7), respect = FALSE, rownames = NULL, colnames = NULL, name = "layout", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0)), xmin = 0.25, xmax = 0.5, ymin = 0.75, ymax = 1, scale = 1, clip = inherit
stat_identity: na.rm = FALSE
position_identity
[[3]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3234", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3228", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.586"), children = list(axis.line.y..zeroGrob.3225 = list(name = "axis.line.y..zeroGrob.3225", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.3224", gp = NULL, vp = list(parent = list(x = 0.5,
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name = "GRID.VP.577"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.578"))), children = list(GRID.text.3209 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3209",
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name = "GRID.VP.587"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.588"))), children = list(GRID.text.3229 = list(label = "Col1a1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3229",
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stat_identity: na.rm = FALSE
position_identity
[[4]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3306", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3300", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[5]]
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stat_identity: na.rm = FALSE
position_identity
[[6]]
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x = 0.5, y = 1, width = 1, height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), justification = "top", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 1), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.619"), children = list(axis.line.x..zeroGrob.3434 = list(name = "axis.line.x..zeroGrob.3434", gp = NULL, vp = NULL), axis = list(grobs = list(list(x = c(0.0454686915386542,
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widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.3433", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1,
arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.617"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2,
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layout = list(t = 1:2, l = c(1, 1), b = 1:2, r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1), respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.3434", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL",
gp = NULL, vp = NULL), list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), name = "axis.title.x..titleGrob.3427", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1,
heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.613"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0,
1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.614"))), children = list(GRID.text.3425 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3425", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3425"),
list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.3430", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+",
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layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.616"))), children = list(GRID.text.3428 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.3428", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3428"), list(name = "NULL", gp = NULL,
vp = NULL), list(name = "plot.subtitle..zeroGrob.3448", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.035)), 7), name = "plot.title..titleGrob.3447", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(
nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.035)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.623"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE,
xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.624"))), children = list(GRID.text.3445 = list(label = "Foxj1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3445", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3445"),
list(name = "plot.caption..zeroGrob.3449", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13, 14, 15, 16), clip = c("on", "off", "off", "off", "off", "on", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off",
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stat_identity: na.rm = FALSE
position_identity
[[7]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3522", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3516", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.626"))), children = list(GRID.text.3497 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3497", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.3497"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(
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stat_identity: na.rm = FALSE
position_identity
[[8]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3594", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3588", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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valid.pos.col = NULL, name = "GRID.VP.647"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.648"))), children = list(GRID.text.3589 = list(label = "Pdgfra", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE,
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stat_identity: na.rm = FALSE
position_identity
[[9]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3666", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3660", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.659"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.660"))), children = list(GRID.text.3661 = list(label = "Pdgfrb", x = 0, y = 0.5, just = "centre",
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stat_identity: na.rm = FALSE
position_identity
[[10]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3738", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3732", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[11]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3810", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3804", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[12]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3882", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3876", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.695"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1,
justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.696"))), children = list(GRID.text.3877 = list(label = "Scgb1a1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.3877", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9,
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stat_identity: na.rm = FALSE
position_identity
[[13]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.3954", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.3948", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
<ggproto object: Class ScalesList>
add: function
clone: function
find: function
get_scales: function
has_scale: function
input: function
n: function
non_position_scales: function
scales: list
super: <ggproto object: Class ScalesList>
* x -> x
* y -> y
List of 58
$ line : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ rect : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ text :List of 11
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..$ colour : chr "black"
..$ size : num 14
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..$ vjust : num 0.5
..$ angle : num 0
..$ lineheight : num 0.9
..$ margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. .. ..- attr(*, "valid.unit")= int 8
.. .. ..- attr(*, "unit")= chr "pt"
..$ debug : logi FALSE
..$ inherit.blank: logi TRUE
..- attr(*, "class")= chr [1:2] "element_text" "element"
$ axis.title : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.text :List of 11
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$ legend.title :List of 11
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..$ margin : NULL
..$ debug : NULL
..$ inherit.blank: logi TRUE
..- attr(*, "class")= chr [1:2] "element_text" "element"
$ plot.margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. ..- attr(*, "valid.unit")= int 8
.. ..- attr(*, "unit")= chr "pt"
$ strip.text : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.title.x : list()
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$ axis.title.x.top : list()
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$ axis.text.y : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
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$ axis.ticks : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
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.. ..- attr(*, "unit")= chr "pt"
$ axis.line : list()
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aspect: function
distance: function
expand: TRUE
is_linear: function
labels: function
limits: list
range: function
render_axis_h: function
render_axis_v: function
render_bg: function
render_fg: function
train: function
transform: function
super: <ggproto object: Class CoordCartesian, Coord>
<ggproto object: Class FacetNull, Facet>
compute_layout: function
draw_back: function
draw_front: function
draw_labels: function
draw_panels: function
finish_data: function
init_scales: function
map: function
map_data: function
params: list
render_back: function
render_front: function
render_panels: function
setup_data: function
setup_params: function
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train: function
train_positions: function
train_scales: function
vars: function
super: <ggproto object: Class FacetNull, Facet>
<environment: 0x19d4a2b8>
$x
NULL
$y
NULLOutput differentially expressed genes in clusters
#tiss.markers <- FindAllMarkers(object = tiss, only.pos = TRUE, min.pct = 0.25, thresh.use = 0.25)
#filename = file.path(save_folder, paste(prefix, 'findallmarkers.csv', sep='_'))
#write.csv(tiss.markers, filename)Subset: EPITHELIAL
Epithelial.cells.use = rownames(tiss@meta.data)[tiss@meta.data$cell_ontology_class == "epithelial cell"]
write(paste("Number of cells in Epithelial subset:", length(Epithelial.cells.use)), stderr())
Epithelial.n.pcs = 2
Epithelial.res.use = 0.2
Epithelial.perplexity = 30
Epithelial.genes_to_check = c("Foxj1", "Krt14", "Krt5", "Scgb1a1")
Epithelial.tiss = SubsetData(tiss, cells.use=Epithelial.cells.use, )
Epithelial.tiss <- Epithelial.tiss %>% ScaleData() %>%
FindVariableGenes(do.plot = TRUE, x.high.cutoff = Inf, y.cutoff = 0.5) %>%
RunPCA(do.print = FALSE)[1] "Scaling data matrix"
|
| | 0%
|
|=================================================================| 100%
Epithelial.tiss <- Epithelial.tiss %>% FindClusters(reduction.type = "pca", dims.use = 1:Epithelial.n.pcs,
resolution = Epithelial.res.use, print.output = 0, save.SNN = TRUE) %>%
RunTSNE(dims.use = 1:Epithelial.n.pcs, seed.use = 10, perplexity=Epithelial.perplexity)
# Highlight which cells are in this subset
palette = brewer.pal(3, "YlGnBu")
colors.use = c(palette[1], 'grey50')
tiss@meta.data[, "Epithelial"] = NA
tiss@meta.data[Epithelial.cells.use, "Epithelial"] = "Epithelial"
filename = make_filename(save_folder, prefix="Epithelial", 'highlighted',
'tsneplot_allcells')
p = TSNEPlot(
object = tiss,
do.return = TRUE,
group.by = "Epithelial",
no.axes = TRUE,
pt.size = 1,
no.legend = TRUE,
colors.use = colors.use
)
ggsave(filename, width = 4, height = 4)Warning: Removed 10377 rows containing missing values (geom_point).dot_tsne_ridge(Epithelial.tiss, Epithelial.genes_to_check,
save_folder, prefix = "Epithelial", group.bys, "droplet")Picking joint bandwidth of 2.59e-06Picking joint bandwidth of 2.65e-06Picking joint bandwidth of 0.27Picking joint bandwidth of 0.307Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Picking joint bandwidth of 2.59e-06Picking joint bandwidth of 2.65e-06Picking joint bandwidth of 0.27Picking joint bandwidth of 0.307 x y
1 0 0
2 1 1
[[1]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.4388", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4382", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.822"), children = list(axis.line.y..zeroGrob.4379 = list(name = "axis.line.y..zeroGrob.4379", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.4378", gp = NULL, vp = list(parent = list(x = 0.5,
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valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.820"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.821"))), children = list(GRID.text.4376 = list(label = "A", x = 1, y = 9.1325743275341e-07,
just = "centre", hjust = 1, vjust = 0, rot = 0, check.overlap = FALSE, name = "GRID.text.4376", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.4376"), list(x = list(list(fname = "-", arg1 = 1, arg2 = 3.5), 1), y = c(9.1325743275341e-07, 9.1325743275341e-07), id = NULL, id.lengths = 2, arrow = NULL, name = "axis.ticks.y..polyline.4381", gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL)),
layout = list(t = c(1, 1), l = 1:2, b = c(1, 1), r = 1:2, z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = c(1, 3.5), heights = 1, respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.y..zeroGrob.4379", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "panel-1.gTree.4362", gp = NULL, vp = NULL, children = list(
grill.gTree.4360 = list(name = "grill.gTree.4360", gp = NULL, vp = NULL, children = list(panel.background..zeroGrob.4356 = list(name = "panel.background..zeroGrob.4356", gp = NULL, vp = NULL), panel.grid.minor.x..zeroGrob.4357 = list(name = "panel.grid.minor.x..zeroGrob.4357", gp = NULL, vp = NULL), panel.grid.major.y..zeroGrob.4358 = list(name = "panel.grid.major.y..zeroGrob.4358", gp = NULL, vp = NULL), panel.grid.major.x..zeroGrob.4359 = list(name = "panel.grid.major.x..zeroGrob.4359", gp = NULL,
vp = NULL)), childrenOrder = c("panel.background..zeroGrob.4356", "panel.grid.minor.x..zeroGrob.4357", "panel.grid.major.y..zeroGrob.4358", "panel.grid.major.x..zeroGrob.4359")), `NULL` = list(name = "NULL", gp = NULL, vp = NULL), geom_density_ridges.gTree.4353 = list(name = "geom_density_ridges.gTree.4353", gp = NULL, vp = NULL, children = list(GRID.gTree.4351 = list(name = "GRID.gTree.4351", gp = NULL, vp = NULL, children = list(geom_ridgeline.polygon.4350 = list(x = c(0.0454545454545455,
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stat_identity: na.rm = FALSE
position_identity
[[2]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.4430", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4424", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[3]]
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`NULL` = list(name = "NULL", gp = NULL, vp = NULL), panel.border..zeroGrob.4438 = list(name = "panel.border..zeroGrob.4438", gp = NULL, vp = NULL)), childrenOrder = c("grill.gTree.4444", "NULL", "geom_density_ridges.gTree.4437", "NULL", "panel.border..zeroGrob.4438")), list(width = list(fname = "sum", arg1 = 1, arg2 = NULL), height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4459", gp = NULL, vp = list(x = 0.5, y = 1, width = 1, height = list(
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gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5
)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.841"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.842"))), children = list(GRID.text.4453 = list(
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respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.4456", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)),
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respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.837"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL,
name = "GRID.VP.838"))), children = list(GRID.text.4447 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.4447", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4447"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.4452",
gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre",
valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.839"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.840"))), children = list(
GRID.text.4450 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.4450", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4450"), list(name = "NULL", gp = NULL, vp = NULL), list(name = "plot.subtitle..zeroGrob.4470", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1,
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valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.847"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2,
2), valid.pos.col = NULL, name = "GRID.VP.848"))), children = list(GRID.text.4467 = list(label = "Krt5", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.4467", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4467"), list(name = "plot.caption..zeroGrob.4471", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1,
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stat_identity: na.rm = FALSE
position_identity
[[4]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.4514", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4508", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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grill.gTree.4486 = list(name = "grill.gTree.4486", gp = NULL, vp = NULL, children = list(panel.background..zeroGrob.4482 = list(name = "panel.background..zeroGrob.4482", gp = NULL, vp = NULL), panel.grid.minor.x..zeroGrob.4483 = list(name = "panel.grid.minor.x..zeroGrob.4483", gp = NULL, vp = NULL), panel.grid.major.y..zeroGrob.4484 = list(name = "panel.grid.major.y..zeroGrob.4484", gp = NULL, vp = NULL), panel.grid.major.x..zeroGrob.4485 = list(name = "panel.grid.major.x..zeroGrob.4485", gp = NULL,
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0.131534661875507, 0.318525928865311, 0.318525928865311, 0.505517195855114, 0.505517195855114, 0.692508462844918, 0.692508462844918, 0.879499729834721, 0.879499729834721), y = list(list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1), id = NULL, id.lengths = c(2, 2, 2, 2, 2), arrow = NULL, name = "axis.ticks.x..polyline.4500", gp = list(
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nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.853"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE,
xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.854"))), children = list(GRID.text.4495 = list(label = c("0", "2", "4", "6", "8"), x = c(0.131534661875507, 0.318525928865311, 0.505517195855114, 0.692508462844918, 0.879499729834721), y = c(1, 1, 1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE, name = "GRID.text.4495",
gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.4495")), layout = list(t = 1:2, l = c(1, 1), b = 1:2, r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1), respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.4498", "axis")), list(name = "NULL",
gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), name = "axis.title.x..titleGrob.4491", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9,
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list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.850"))), children = list(GRID.text.4489 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.4489", gp = list(fontsize = 16,
col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4489"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.4494", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0,
1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.851"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1,
justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.852"))), children = list(GRID.text.4492 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.4492", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9,
font = 2), vp = NULL)), childrenOrder = "GRID.text.4492"), list(name = "NULL", gp = NULL, vp = NULL), list(name = "plot.subtitle..zeroGrob.4512", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 7), name = "plot.title..titleGrob.4511", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9,
font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 7), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.859"), children = list(list(
x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.860"))), children = list(GRID.text.4509 = list(label = "Scgb1a1", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.4509", gp = list(fontsize = 20,
col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4509"), list(name = "plot.caption..zeroGrob.4513", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13, 14, 15, 16), clip = c("on",
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rownames = NULL, colnames = NULL, name = "layout", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0)), xmin = 0.75, xmax = 1, ymin = 0, ymax = 1, scale = 1, clip = inherit
stat_identity: na.rm = FALSE
position_identity
<ggproto object: Class ScalesList>
add: function
clone: function
find: function
get_scales: function
has_scale: function
input: function
n: function
non_position_scales: function
scales: list
super: <ggproto object: Class ScalesList>
* x -> x
* y -> y
List of 58
$ line : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ rect : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ text :List of 11
..$ family : chr ""
..$ face : chr "plain"
..$ colour : chr "black"
..$ size : num 14
..$ hjust : num 0.5
..$ vjust : num 0.5
..$ angle : num 0
..$ lineheight : num 0.9
..$ margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. .. ..- attr(*, "valid.unit")= int 8
.. .. ..- attr(*, "unit")= chr "pt"
..$ debug : logi FALSE
..$ inherit.blank: logi TRUE
..- attr(*, "class")= chr [1:2] "element_text" "element"
$ axis.title : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.text :List of 11
..$ family : NULL
..$ face : NULL
..$ colour : NULL
..$ size :Class 'rel' num 0.8
..$ hjust : NULL
..$ vjust : NULL
..$ angle : NULL
..$ lineheight : NULL
..$ margin : NULL
..$ debug : NULL
..$ inherit.blank: logi TRUE
..- attr(*, "class")= chr [1:2] "element_text" "element"
$ legend.title :List of 11
..$ family : NULL
..$ face : NULL
..$ colour : NULL
..$ size : NULL
..$ hjust : num 0
..$ vjust : NULL
..$ angle : NULL
..$ lineheight : NULL
..$ margin : NULL
..$ debug : NULL
..$ inherit.blank: logi TRUE
..- attr(*, "class")= chr [1:2] "element_text" "element"
$ plot.margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. ..- attr(*, "valid.unit")= int 8
.. ..- attr(*, "unit")= chr "pt"
$ strip.text : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.title.x : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.title.x.top : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.title.y : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.title.y.right : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text.x : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text.x.top : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text.y : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.text.y.right : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.ticks : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.ticks.length :Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 8
.. ..- attr(*, "unit")= chr "pt"
$ axis.line : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ axis.line.x : NULL
$ axis.line.y : NULL
$ legend.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.margin :Classes 'margin', 'unit' atomic [1:4] 0.2 0.2 0.2 0.2
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ legend.spacing :Class 'unit' atomic [1:1] 0.4
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ legend.spacing.x : NULL
$ legend.spacing.y : NULL
$ legend.key : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.key.size :Class 'unit' atomic [1:1] 1.2
.. ..- attr(*, "valid.unit")= int 3
.. ..- attr(*, "unit")= chr "lines"
$ legend.key.height : NULL
$ legend.key.width : NULL
$ legend.text.align : NULL
$ legend.title.align : NULL
$ legend.position : chr "none"
$ legend.direction : NULL
$ legend.justification : chr "center"
$ legend.box : NULL
$ legend.box.margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ legend.box.background: list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.box.spacing :Class 'unit' atomic [1:1] 0.4
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ panel.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.border : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.spacing :Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 8
.. ..- attr(*, "unit")= chr "pt"
$ panel.spacing.x : NULL
$ panel.spacing.y : NULL
$ panel.grid.major : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.grid.minor : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.ontop : logi FALSE
$ plot.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.title : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.subtitle : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.caption : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.placement : chr "inside"
$ strip.text.x : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.text.y : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.switch.pad.grid:Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ strip.switch.pad.wrap:Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
- attr(*, "class")= chr [1:2] "theme" "gg"
- attr(*, "complete")= logi TRUE
- attr(*, "validate")= logi TRUE
<ggproto object: Class CoordCartesian, Coord>
aspect: function
distance: function
expand: TRUE
is_linear: function
labels: function
limits: list
range: function
render_axis_h: function
render_axis_v: function
render_bg: function
render_fg: function
train: function
transform: function
super: <ggproto object: Class CoordCartesian, Coord>
<ggproto object: Class FacetNull, Facet>
compute_layout: function
draw_back: function
draw_front: function
draw_labels: function
draw_panels: function
finish_data: function
init_scales: function
map: function
map_data: function
params: list
render_back: function
render_front: function
render_panels: function
setup_data: function
setup_params: function
shrink: TRUE
train: function
train_positions: function
train_scales: function
vars: function
super: <ggproto object: Class FacetNull, Facet>
<environment: 0x173ac9f0>
$x
NULL
$y
NULLThe following `from` values were not present in `x`: epithelial cellPicking joint bandwidth of 2.59e-06Picking joint bandwidth of 2.65e-06Picking joint bandwidth of 0.27Picking joint bandwidth of 0.307Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Scale for 'x' is already present. Adding another scale for 'x', which
will replace the existing scale.Scale for 'y' is already present. Adding another scale for 'y', which
will replace the existing scale.Picking joint bandwidth of 2.59e-06Picking joint bandwidth of 2.65e-06Picking joint bandwidth of 0.27Picking joint bandwidth of 0.307 x y
1 0 0
2 1 1
[[1]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.4922", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4916", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.954"), children = list(axis.line.y..zeroGrob.4913 = list(name = "axis.line.y..zeroGrob.4913", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0.00316666666666667)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.4912", gp = NULL, vp = list(parent = list(
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layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.952"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.953"))), children = list(GRID.text.4910 = list(label = "5", x = 1,
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stat_identity: na.rm = FALSE
position_identity
[[2]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.4964", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4958", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
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stat_identity: na.rm = FALSE
position_identity
[[3]]
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`NULL` = list(name = "NULL", gp = NULL, vp = NULL), panel.border..zeroGrob.4972 = list(name = "panel.border..zeroGrob.4972", gp = NULL, vp = NULL)), childrenOrder = c("grill.gTree.4978", "NULL", "geom_density_ridges.gTree.4971", "NULL", "panel.border..zeroGrob.4972")), list(width = list(fname = "sum", arg1 = 1, arg2 = NULL), height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.4993", gp = NULL, vp = list(x = 0.5, y = 1, width = 1,
height = list(fname = "sum", arg1 = c(3.5, 1), arg2 = NULL), justification = "top", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 1), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.975"), children = list(axis.line.x..zeroGrob.4990 = list(name = "axis.line.x..zeroGrob.4990", gp = NULL, vp = NULL), axis = list(grobs = list(list(x = c(0.171674927790785, 0.171674927790785, 0.483850763240063,
0.483850763240063, 0.79602659868934, 0.79602659868934), y = list(list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1, list(fname = "-", arg1 = 1, arg2 = 3.5), 1), id = NULL, id.lengths = c(2, 2, 2), arrow = NULL, name = "axis.ticks.x..polyline.4992", gp = list(lwd = 1.42263779527559, col = "grey90", lty = 1, lineend = "butt"), vp = NULL), list(widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), name = "axis.text.x..titleGrob.4989",
gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0)), 0), respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5
)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.973"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.974"))), children = list(GRID.text.4987 = list(
label = c("0", "2", "4"), x = c(0.171674927790785, 0.483850763240063, 0.79602659868934), y = c(1, 1, 1), just = "centre", hjust = 0.5, vjust = 1, rot = 0, check.overlap = FALSE, name = "GRID.text.4987", gp = list(fontsize = 14, col = "black", fontfamily = "", lineheight = 0.9, font = 1), vp = NULL)), childrenOrder = "GRID.text.4987")), layout = list(t = 1:2, l = c(1, 1), b = 1:2, r = c(1, 1), z = c(1, 2), clip = c("off", "off"), name = c("axis", "axis")), widths = 1, heights = c(3.5, 1),
respect = FALSE, rownames = NULL, colnames = NULL, name = "axis", gp = NULL, vp = NULL, children = list(), childrenOrder = character(0))), childrenOrder = c("axis.line.x..zeroGrob.4990", "axis")), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)),
2.9995), name = "axis.title.x..titleGrob.4983", gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 3, ncol = 1, widths = 1, heights = list(5.999, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0366666666666667)), 2.9995), respect = FALSE, valid.respect = 0,
respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.969"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL,
name = "GRID.VP.970"))), children = list(GRID.text.4981 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.4981", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4981"), list(widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, name = "axis.title.y..titleGrob.4986",
gp = NULL, vp = list(parent = list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = list(nrow = 1, ncol = 3, widths = list(2.9995, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1, arg2 = 0.0356666666666667)), 5.999), heights = 1, respect = FALSE, valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre",
valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.971"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.972"))), children = list(
GRID.text.4984 = list(label = "Identity", x = 0.5, y = 1, just = "centre", hjust = 1, vjust = 0.5, rot = 90, check.overlap = FALSE, name = "GRID.text.4984", gp = list(fontsize = 16, col = "#990000", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.4984"), list(name = "NULL", gp = NULL, vp = NULL), list(name = "plot.subtitle..zeroGrob.5004", gp = NULL, vp = NULL), list(widths = 1, heights = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 1,
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valid.respect = 0, respect.mat = c(0, 0, 0), just = "centre", valid.just = c(0.5, 0.5)), layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.979"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2,
2), valid.pos.col = NULL, name = "GRID.VP.980"))), children = list(GRID.text.5001 = list(label = "Krt5", x = 0, y = 0.5, just = "centre", hjust = 0, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.5001", gp = list(fontsize = 20, col = "black", fontfamily = "", lineheight = 0.9, font = 2), vp = NULL)), childrenOrder = "GRID.text.5001"), list(name = "plot.caption..zeroGrob.5005", gp = NULL, vp = NULL)), layout = list(t = c(1, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), l = c(1,
3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), b = c(10, 5, 6, 7, 5, 6, 7, 5, 6, 7, 4, 8, 6, 6, 3, 2, 9), r = c(7, 3, 3, 3, 4, 4, 4, 5, 5, 5, 4, 4, 2, 6, 4, 4, 4), z = c(0, 5, 7, 3, 6, 1, 9, 4, 8, 2, 10, 11, 12, 13, 14, 15, 16), clip = c("on", "off", "off", "off", "off", "on", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off", "off"), name = c("background", "spacer", "axis-l", "spacer", "axis-t", "panel", "axis-b", "spacer", "axis-r", "spacer", "xlab-t", "xlab-b", "ylab-l", "ylab-r",
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stat_identity: na.rm = FALSE
position_identity
[[4]]
geom_draw_grob: grob = list(grobs = list(list(name = "plot.background..zeroGrob.5048", gp = NULL, vp = NULL), list(name = "NULL", gp = NULL, vp = NULL), list(width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = list(fname = "sum", arg1 = 1, arg2 = NULL), xmin = NULL, ymin = NULL, name = "GRID.absoluteGrob.5042", gp = NULL, vp = list(x = 1, y = 0.5, width = list(fname = "sum", arg1 = c(1, 3.5), arg2 = NULL), height = 1, justification = "right", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1
), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = NULL, valid.just = c(1, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.990"), children = list(axis.line.y..zeroGrob.5039 = list(name = "axis.line.y..zeroGrob.5039", gp = NULL, vp = NULL), axis = list(grobs = list(list(widths = list(0, list(fname = "+", arg1 = 1, arg2 = list(fname = "*", arg1 = 0, arg2 = 0.00316666666666667)), 2.9995), heights = 1, name = "axis.text.y..titleGrob.5038", gp = NULL, vp = list(parent = list(
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layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = NULL, name = "GRID.VP.988"), children = list(list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = NULL, layout.pos.col = c(2, 2), valid.just = c(0.5, 0.5), valid.pos.row = NULL, valid.pos.col = c(2, 2), name = "GRID.VP.989"))), children = list(GRID.text.5036 = list(label = "5", x = 1,
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list(x = 0.5, y = 0.5, width = 1, height = 1, justification = "centre", gp = list(), clip = FALSE, xscale = c(0, 1), yscale = c(0, 1), angle = 0, layout = NULL, layout.pos.row = c(2, 2), layout.pos.col = NULL, valid.just = c(0.5, 0.5), valid.pos.row = c(2, 2), valid.pos.col = NULL, name = "GRID.VP.982"))), children = list(GRID.text.5023 = list(label = "log(CP10k)", x = 1, y = 0.5, just = "centre", hjust = 1, vjust = 0.5, rot = 0, check.overlap = FALSE, name = "GRID.text.5023", gp = list(fontsize = 16,
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stat_identity: na.rm = FALSE
position_identity
<ggproto object: Class ScalesList>
add: function
clone: function
find: function
get_scales: function
has_scale: function
input: function
n: function
non_position_scales: function
scales: list
super: <ggproto object: Class ScalesList>
* x -> x
* y -> y
List of 58
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..- attr(*, "class")= chr [1:2] "element_text" "element"
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$ axis.line.x : NULL
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$ legend.key.size :Class 'unit' atomic [1:1] 1.2
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.. ..- attr(*, "unit")= chr "lines"
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$ legend.box : NULL
$ legend.box.margin :Classes 'margin', 'unit' atomic [1:4] 0 0 0 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ legend.box.background: list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ legend.box.spacing :Class 'unit' atomic [1:1] 0.4
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ panel.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.border : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.spacing :Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 8
.. ..- attr(*, "unit")= chr "pt"
$ panel.spacing.x : NULL
$ panel.spacing.y : NULL
$ panel.grid.major : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.grid.minor : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ panel.ontop : logi FALSE
$ plot.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.title : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.subtitle : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ plot.caption : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.background : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.placement : chr "inside"
$ strip.text.x : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.text.y : list()
..- attr(*, "class")= chr [1:2] "element_blank" "element"
$ strip.switch.pad.grid:Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
$ strip.switch.pad.wrap:Class 'unit' atomic [1:1] 0
.. ..- attr(*, "valid.unit")= int 1
.. ..- attr(*, "unit")= chr "cm"
- attr(*, "class")= chr [1:2] "theme" "gg"
- attr(*, "complete")= logi TRUE
- attr(*, "validate")= logi TRUE
<ggproto object: Class CoordCartesian, Coord>
aspect: function
distance: function
expand: TRUE
is_linear: function
labels: function
limits: list
range: function
render_axis_h: function
render_axis_v: function
render_bg: function
render_fg: function
train: function
transform: function
super: <ggproto object: Class CoordCartesian, Coord>
<ggproto object: Class FacetNull, Facet>
compute_layout: function
draw_back: function
draw_front: function
draw_labels: function
draw_panels: function
finish_data: function
init_scales: function
map: function
map_data: function
params: list
render_back: function
render_front: function
render_panels: function
setup_data: function
setup_params: function
shrink: TRUE
train: function
train_positions: function
train_scales: function
vars: function
super: <ggproto object: Class FacetNull, Facet>
<environment: 0x144aa020>
$x
NULL
$y
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